REPOGEO REPORT · LITE

nraiden/cofounder

Default branch main · commit 19ba19f6 · scanned 6/28/2026, 1:17:53 PM

GitHub: 6,652 stars · 719 forks

Scan history for this repo

Score trend below includes all ready runs (older left, newer right; scroll horizontally if needed). The table is collapsed by default—expand for newest-first rows, 10 per page.

Score trend (left → right: older → newer)

2 ready scans. Expand the table below for newest-first rows (10 per page, paginated).

AI VISIBILITY SCORE

40 /100

Critical

Category recall

0 / 2

Not recommended in any query

Rule findings

2 pass · 0 warn · 0 fail

Objective metadata checks

AI knows your name

3 / 3

Direct prompts that named your repo

HOW TO READ THIS REPORT

Action plan is what to do next — copy-pasteable changes prioritized by impact. Category visibility is the real GEO test: when a user asks an AI a brand-free question that should surface nraiden/cofounder, does the AI actually recommend you — or your competitors? Objective checks verify the metadata signals AI engines weight first. Self-mention check detects whether AI even knows you exist by name.

Action plan — copy-paste fixes

3 prioritized changes generated by gemini-2.5-flash. Mark items done after you ship the fix.

OVERALL DIRECTION

highreadme#1

Reposition README H1 and opening paragraph to clearly state core purpose

Why:

CURRENT

# Cofounder | Early alpha release
* project - cofounder.openinterface.ai
* 👋 @n_raidenai

**cofounderfull stack generative web apps ; backend + db + stateful web apps
- gen ui rooted in app architecture, with ai-guided mockup designer & modular design systems

# Early Alpha : Unstable ⚠️

COPY-PASTE FIX

# Cofounder: Full-stack Generative Web App Platform
Cofounder helps you build full-stack generative web applications, including backend, database, and stateful web apps. It features AI-guided UI rooted in app architecture, with a mockup designer and modular design systems.

## Early Alpha : Unstable ⚠️
The following points are very emphasized :

mediumabout#2

Clarify the repository description

Why:

CURRENT

ai-generated apps , full stack + generative UI

COPY-PASTE FIX

Build full-stack generative web applications with AI-guided UI, backend, and database, rooted in app architecture and modular design systems.

mediumtopics#3

Add more specific topics to highlight full-stack generative capabilities

Why:

CURRENT

ai, api, design, generative, javascript, postgresql, react, tailwind, typescript, ui, vite

COPY-PASTE FIX

ai, api, design, generative, javascript, postgresql, react, tailwind, typescript, ui, vite, full-stack-ai, generative-ui, web-app-generator, app-architecture

Category GEO backends resolved for this scan: google/gemini-2.5-flash, deepseek/deepseek-v4-flash

Category visibility — the real GEO test

Brand-free queries asked to google/gemini-2.5-flash. Did AI recommend you, or someone else?

Same questions for every model — switch tabs to compare answers and rankings.

Recall

0 / 2

0% of queries surface nraiden/cofounder

Avg rank

—

Lower is better. #1 = top recommendation.

Share of voice

Of all named tools, what % are you?

Top rival

Next.js

Recommended in 2 of 2 queries

COMPETITOR LEADERBOARD

Next.js · recommended 2×
ChatGPT · recommended 2×
Vercel AI SDK · recommended 1×
Shadcn UI · recommended 1×
Material UI · recommended 1×

CATEGORY QUERY
How can I quickly scaffold a full-stack web application using AI assistance?
you: not recommended
AI recommended (in order):
1. Vercel AI SDK
2. Next.js
3. Shadcn UI
4. Material UI
5. OpenAI API
6. Anthropic Claude
7. Google Gemini
8. Next.js
9. Nuxt.js
10. Remix
11. Cursor
12. GitHub Copilot
13. GitHub Copilot X
14. JetBrains AI Assistant
15. Code Llama
16. Llama 2
17. Replit AI
18. ChatGPT
19. Claude
AI recommended 19 alternatives but never named nraiden/cofounder. This is the gap to close.
Show full AI answer
CATEGORY QUERY
Need a generative AI tool for building React and Tailwind-based user interfaces.
you: not recommended
AI recommended (in order):
1. Copilot for VS Code
2. Vercel v0
3. ChatGPT
4. Midjourney
5. DALL-E 3
6. Locofy.ai
AI recommended 6 alternatives but never named nraiden/cofounder. This is the gap to close.
Show full AI answer

Objective checks

Rule-based audits of metadata signals AI engines weight most.

Metadata completeness
pass
README presence
pass

Self-mention check

Does AI even know your repo exists when asked about it directly?

Compared to common alternatives in this category, what is the core differentiator of nraiden/cofounder?
pass
AI named nraiden/cofounder explicitly
AI answers can be confidently wrong. Read for accuracy: does it match your actual tech stack, audience, and differentiator?
If a team adopts nraiden/cofounder in production, what risks or prerequisites should they evaluate first?
pass
AI named nraiden/cofounder explicitly
AI answers can be confidently wrong. Read for accuracy: does it match your actual tech stack, audience, and differentiator?
In one sentence, what problem does the repo nraiden/cofounder solve, and who is the primary audience?
pass
AI named nraiden/cofounder explicitly
AI answers can be confidently wrong. Read for accuracy: does it match your actual tech stack, audience, and differentiator?

Embed your GEO score

Drop this badge into the README of nraiden/cofounder. It auto-updates whenever the report is rescanned and links back to the latest report — easy public proof that you care about AI discoverability.

Live preview

MARKDOWN (README)

[![RepoGEO](https://repogeo.com/badge/nraiden/cofounder.svg)](https://repogeo.com/en/r/nraiden/cofounder)

HTML

<a href="https://repogeo.com/en/r/nraiden/cofounder"><img src="https://repogeo.com/badge/nraiden/cofounder.svg" alt="RepoGEO" /></a>

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nraiden/cofounder — Lite scans stay free; this card itemizes Pro deep limits vs Lite.

Deep reports10 / month
Brand-free category queries5 vs 2 in Lite
Prioritized action items8 vs 3 in Lite